Multimodal learning analytics: description of math data corpus for ICMI grand challenge workshop

Sharon Oviatt, Adrienne Cohen, Nadir Weibel

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

19 Citations (Scopus)

Abstract

This paper provides documentation on dataset resources for establishing a new research area called multimodal learning analytics (MMLA). Research on this topic has the potential to transform the future of educational practice and technology, as well as computational techniques for advancing data analytics. The Math Data Corpus includes high-fidelity time-synchronized multimodal data recordings (speech, digital pen, images) on collaborating groups of students as they work together to solve mathematics problems that vary in difficulty level. The Math Data Corpus resources include initial coding of problem segmentation, problem-solving correctness, and representational content of students' writing. These resources are made available to participants in the data-driven grand challenge for the Second International Workshop on Multimodal Learning Analytics. The primary goal of this event is to analyze coherent signal, activity, and lexical patterns that can identify domain expertise and change in domain expertise early, reliably, and objectively, as well as learning-oriented precursors. An additional aim is to build an international research community in the emerging area of multimodal learning analytics by organizing a series of workshops that bring together multidisciplinary scientists to work on MMLA topics.

Original languageEnglish
Title of host publicationICMI'13 - Proceedings of the 15th ACM on International conference on multimodal interaction
Place of PublicationNew York NY USA
PublisherAssociation for Computing Machinery (ACM)
Pages563-568
Number of pages6
ISBN (Print)9781450321297
DOIs
Publication statusPublished - 2013
Externally publishedYes
EventInternational Conference on Multimodal Interfaces 2013 - Coogee Bay Hotel, Sydney, Australia
Duration: 9 Dec 201313 Dec 2013
Conference number: 15th
https://icmi.acm.org/2013/ (Conference website)
https://dl.acm.org/citation.cfm?id=2522848&picked=prox (ACM proceedings)

Conference

ConferenceInternational Conference on Multimodal Interfaces 2013
Abbreviated titleICMI 2013
CountryAustralia
CitySydney
Period9/12/1313/12/13
Internet address

Keywords

  • data resources
  • digital pen
  • domain expertise
  • images
  • math data corpus
  • multimodal learning analytics
  • speech

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